Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: RAB23

Gene summary for RAB23

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB23

Gene ID

51715

Gene nameRAB23, member RAS oncogene family
Gene AliasHSPC137
Cytomap6p12.1-p11.2
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

A0A024RD41


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
51715RAB23LZE24THumanEsophagusESCC1.95e-102.24e-010.0596
51715RAB23P2T-EHumanEsophagusESCC1.64e-078.23e-020.1177
51715RAB23P4T-EHumanEsophagusESCC4.01e-112.68e-010.1323
51715RAB23P5T-EHumanEsophagusESCC5.31e-058.15e-020.1327
51715RAB23P8T-EHumanEsophagusESCC3.37e-047.07e-020.0889
51715RAB23P9T-EHumanEsophagusESCC2.30e-041.54e-010.1131
51715RAB23P10T-EHumanEsophagusESCC6.11e-081.49e-010.116
51715RAB23P11T-EHumanEsophagusESCC1.49e-052.73e-010.1426
51715RAB23P12T-EHumanEsophagusESCC2.05e-203.15e-010.1122
51715RAB23P15T-EHumanEsophagusESCC1.05e-081.51e-010.1149
51715RAB23P16T-EHumanEsophagusESCC8.82e-091.48e-010.1153
51715RAB23P17T-EHumanEsophagusESCC3.65e-031.87e-010.1278
51715RAB23P21T-EHumanEsophagusESCC4.74e-035.00e-020.1617
51715RAB23P22T-EHumanEsophagusESCC1.92e-026.26e-020.1236
51715RAB23P23T-EHumanEsophagusESCC1.88e-061.93e-010.108
51715RAB23P24T-EHumanEsophagusESCC1.21e-091.24e-010.1287
51715RAB23P26T-EHumanEsophagusESCC6.14e-112.58e-010.1276
51715RAB23P27T-EHumanEsophagusESCC6.47e-122.25e-010.1055
51715RAB23P28T-EHumanEsophagusESCC1.89e-071.16e-010.1149
51715RAB23P31T-EHumanEsophagusESCC5.84e-151.07e-010.1251
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004230616ThyroidPTCregulation of protein import into nucleus38/596860/187235.32e-078.58e-0638
GO:000919920ThyroidPTCribonucleoside triphosphate metabolic process50/596889/187231.81e-062.50e-0550
GO:000616327ThyroidPTCpurine nucleotide metabolic process170/5968396/187232.02e-062.75e-05170
GO:000004514ThyroidPTCautophagosome assembly54/596899/187232.46e-063.22e-0554
GO:190503713ThyroidPTCautophagosome organization55/5968103/187234.75e-065.79e-0555
GO:000675325ThyroidPTCnucleoside phosphate metabolic process205/5968497/187235.24e-066.35e-05205
GO:000911725ThyroidPTCnucleotide metabolic process202/5968489/187235.46e-066.60e-05202
GO:00903176ThyroidPTCnegative regulation of intracellular protein transport26/596842/187235.91e-055.21e-0426
GO:00323877ThyroidPTCnegative regulation of intracellular transport33/596858/187237.13e-056.19e-0433
GO:00603486ThyroidPTCbone development90/5968205/187231.89e-041.42e-0390
GO:19049507ThyroidPTCnegative regulation of establishment of protein localization61/5968131/187233.01e-042.12e-0361
GO:00512246ThyroidPTCnegative regulation of protein transport59/5968127/187234.04e-042.71e-0359
GO:00468234ThyroidPTCnegative regulation of nucleocytoplasmic transport14/596821/187231.11e-036.51e-0314
GO:00460395ThyroidPTCGTP metabolic process15/596825/187233.45e-031.67e-0215
GO:00510518ThyroidPTCnegative regulation of transport176/5968470/187235.44e-032.49e-02176
GO:007259429ThyroidATCestablishment of protein localization to organelle247/6293422/187232.88e-261.40e-23247
GO:003238632ThyroidATCregulation of intracellular transport203/6293337/187236.16e-241.85e-21203
GO:003315726ThyroidATCregulation of intracellular protein transport147/6293229/187232.01e-214.38e-19147
GO:003450423ThyroidATCprotein localization to nucleus175/6293290/187236.23e-211.23e-18175
GO:000691326ThyroidATCnucleocytoplasmic transport180/6293301/187236.97e-211.30e-18180
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
RAB23SNVMissense_Mutationc.269N>Gp.Ser90Cysp.S90CQ9ULC3protein_codingdeleterious(0)probably_damaging(1)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAB23SNVMissense_Mutationc.128G>Ap.Gly43Glup.G43EQ9ULC3protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RAB23SNVMissense_Mutationc.422N>Cp.Lys141Thrp.K141TQ9ULC3protein_codingdeleterious(0.03)possibly_damaging(0.447)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RAB23SNVMissense_Mutationnovelc.109N>Tp.Asp37Tyrp.D37YQ9ULC3protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB23SNVMissense_Mutationc.422N>Cp.Lys141Thrp.K141TQ9ULC3protein_codingdeleterious(0.03)possibly_damaging(0.447)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB23SNVMissense_Mutationnovelc.18G>Ap.Met6Ilep.M6IQ9ULC3protein_codingtolerated(0.37)benign(0)TCGA-AJ-A23O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB23SNVMissense_Mutationrs145669565c.239N>Ap.Arg80Glnp.R80QQ9ULC3protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB23SNVMissense_Mutationc.328N>Ap.Glu110Lysp.E110KQ9ULC3protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
RAB23SNVMissense_Mutationnovelc.446G>Tp.Arg149Ilep.R149IQ9ULC3protein_codingdeleterious(0)probably_damaging(0.987)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
RAB23SNVMissense_Mutationrs150655349c.25G>Ap.Ala9Thrp.A9TQ9ULC3protein_codingtolerated(0.32)benign(0.263)TCGA-BK-A13B-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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